Question

In: Statistics and Probability

The Fish and Game Department stocked a lake with fish in the following proportions: 30% catfish,...

The Fish and Game Department stocked a lake with fish in the following proportions: 30% catfish, 15% bass, 40% bluegill, and 15% pike. Five years later it sampled the lake to see if the distribution of fish had changed. It found that the 500 fish in the sample were distributed as follows.

Catfish Bass Bluegill Pike
121 76 237 66

In the 5-year interval, did the distribution of fish change at the 0.05 level?

(a) What is the level of significance?


State the null and alternate hypotheses.

H0: The distributions are different.
H1: The distributions are the same.H0: The distributions are different.
H1: The distributions are different.     H0: The distributions are the same.
H1: The distributions are the same.H0: The distributions are the same.
H1: The distributions are different.


(b) Find the value of the chi-square statistic for the sample. (Round the expected frequencies to at least three decimal places. Round the test statistic to three decimal places.)


Are all the expected frequencies greater than 5?

YesNo     


What sampling distribution will you use?

chi-squareuniform     normalStudent's tbinomial


What are the degrees of freedom?


(c) Estimate the P-value of the sample test statistic.

P-value > 0.1000.050 < P-value < 0.100     0.025 < P-value < 0.0500.010 < P-value < 0.0250.005 < P-value < 0.010P-value < 0.005


(d) Based on your answers in parts (a) to (c), will you reject or fail to reject the null hypothesis that the population fits the specified distribution of categories?

Since the P-value > α, we fail to reject the null hypothesis.Since the P-value > α, we reject the null hypothesis.     Since the P-value ≤ α, we reject the null hypothesis.Since the P-value ≤ α, we fail to reject the null hypothesis.


(e) Interpret your conclusion in the context of the application.

At the 5% level of significance, the evidence is insufficient to conclude that current fish distribution is different than that of five years ago.At the 5% level of significance, the evidence is sufficient to conclude that current fish distribution is different than that of five years ago.    

Solutions

Expert Solution

a)

level of significance =0.05

H0: The distributions are the same.
H1: The distributions are different.
b)

applying chi square goodness of fit test:
           relative observed Expected residual Chi square
category frequency(p) Oi Ei=total*p R2i=(Oi-Ei)/√Ei R2i=(Oi-Ei)2/Ei
catfish 0.300 121.0 150.00 -2.37 5.6067
bass 0.150 76.0 75.00 0.12 0.0133
bluegill 0.400 237.0 200.00 2.62 6.8450
Pike 0.150 66.0 75.00 -1.04 1.0800
total 1.000 500 500 13.5450
test statistic X2 = 13.545
Are all the expected frequencies greater than 5? :Yes
What sampling distribution will you use? chi-square
degrees of freedom =categories-1=3

c)

P-value < 0.005

d)Since the P-value ≤ α, we reject the null hypothesis.

e)

.At the 5% level of significance, the evidence is sufficient to conclude that current fish distribution is different than that of five years ago.    


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